Do Sequential Recommendation Benchmarks Really Require Higher-Order Sequence Modelling?

Sequential recommenders increasingly use language-model architectures designed to capture complex, context-dependent interactions. Yet it remains unclear whether widely used benchmarks actually require this modelling capacity. We investigate this question using two simple, recency-weighted pairwise ...